Tuberculosis incidence and its socioeconomic determi-nants: developing a parsimonious model
M Sorokina1, T Ukubayev2, B Koichubekov1
1Department of Informatics and Biostatistics, Karaganda Medical University, Karaganda, Kazakhstan.
Economic development and healthcare capacity significantly reduce tuberculosis incidence. Improving socioeconomic factors and strengthening health systems are crucial for tuberculosis control globally.
Area of Science:
- Public Health
- Epidemiology
- Biostatistics
Background:
- Tuberculosis (TB) remains a leading global cause of death, necessitating accurate incidence projections.
- Traditional regression models for TB incidence face challenges with multicollinearity.
- Developing parsimonious models using socioeconomic predictors is essential for unbiased TB incidence analysis.
Purpose of the Study:
- To develop a parsimonious multiple linear regression model for Tuberculosis incidence.
- To identify key socioeconomic determinants influencing Tuberculosis incidence in the Karaganda region.
- To address multicollinearity in regression analysis for TB incidence prediction.
Main Methods:
- An ecological study design was employed using data from 2001-2019.
- Multiple linear regression and Principal Component Analysis (PCA) were utilized.
- Socioeconomic variables were analyzed for their association with Tuberculosis incidence rates.
Main Results:
- Tuberculosis incidence in the Karaganda region declined between 2001 and 2019.
- Economic development and healthcare capacity showed a negative correlation with Tuberculosis incidence.
- A parsimonious model (y = 1442 - 454.3x1 - 211.4x2) was developed, highlighting the impact of economic development and healthcare capacity.
Conclusions:
- Economic development and healthcare capacity are significant factors in Tuberculosis incidence.
- Findings support implementing preventive measures like improving economic status and health sector capacity.
- Strengthening social protection and health expenditure are vital for Tuberculosis control.
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